Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "329" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 44 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 42 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459859 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.686233 | -1.760727 | -1.154703 | -1.200862 | -0.483381 | -1.109389 | 3.011445 | -0.238477 | 0.5692 | 0.5871 | 0.4242 | nan | nan |
| 2459858 | dish_maintenance | 100.00% | 8.59% | 0.00% | 0.00% | 100.00% | 0.00% | 3.401886 | -1.597836 | -0.473986 | -2.309416 | -1.024419 | -0.114174 | 4.216997 | 0.431173 | 0.5703 | 0.5917 | 0.4360 | 0.000000 | 0.000000 |
| 2459857 | dish_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 3.478048 | -0.417405 | 1.000421 | 1.330273 | -1.111421 | -0.803161 | -1.143686 | -1.103457 | 0.0298 | 0.0291 | 0.0008 | nan | nan |
| 2459856 | dish_maintenance | 100.00% | 4.57% | 0.00% | 0.00% | 100.00% | 0.00% | 4.605141 | -1.240099 | -0.160496 | 9.122492 | 1.641251 | 1.937247 | 4.531357 | 0.723621 | 0.5622 | 0.6063 | 0.4189 | 0.000000 | 0.000000 |
| 2459855 | dish_maintenance | 100.00% | 10.73% | 0.00% | 0.00% | 100.00% | 0.00% | 5.805289 | -1.646116 | -0.330932 | 10.048705 | -0.026653 | 0.051431 | 2.703458 | 0.055121 | 0.5096 | 0.6170 | 0.4602 | 0.000000 | 0.000000 |
| 2459854 | dish_maintenance | 100.00% | 8.95% | 0.00% | 0.00% | 100.00% | 0.00% | 7.216744 | -1.954676 | -0.409341 | 8.598372 | 1.557411 | 1.319145 | 2.670471 | 0.672711 | 0.5147 | 0.6469 | 0.4622 | 0.000000 | 0.000000 |
| 2459853 | dish_maintenance | 100.00% | 10.68% | 0.56% | 0.00% | 100.00% | 0.00% | 5.230109 | -1.305967 | -0.397429 | 11.259654 | 2.314974 | 2.305145 | 5.181575 | 0.514983 | 0.5766 | 0.5974 | 0.4443 | 0.000000 | 0.000000 |
| 2459852 | dish_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.065415 | 1.119414 | -0.177672 | 11.263112 | 4.127869 | 4.873965 | 2.631232 | 7.170302 | 0.6542 | 0.7361 | 0.3196 | 0.000000 | 0.000000 |
| 2459851 | dish_maintenance | 100.00% | 6.98% | 0.00% | 0.00% | 100.00% | 0.00% | 3.521872 | 3.074482 | 0.595359 | 12.314401 | 8.632711 | 12.515539 | 7.799323 | 13.115077 | 0.6029 | 0.6556 | 0.3658 | 0.000000 | 0.000000 |
| 2459850 | dish_maintenance | 100.00% | 12.27% | 0.00% | 0.58% | 100.00% | 0.00% | 4.755437 | -0.103502 | 0.040687 | 10.728443 | 2.948699 | 5.147411 | 3.040695 | 5.460149 | 0.5809 | 0.6716 | 0.3747 | 0.000000 | 0.000000 |
| 2459849 | dish_maintenance | 100.00% | 7.55% | 0.00% | 0.00% | 100.00% | 0.00% | 5.307317 | -1.212952 | 0.866974 | 22.403491 | 1.076733 | 0.954591 | 2.710362 | -0.066691 | 0.5811 | 0.6664 | 0.3824 | 0.000000 | 0.000000 |
| 2459848 | dish_maintenance | 100.00% | 10.93% | 0.00% | 0.00% | 100.00% | 0.00% | 5.215834 | -0.945835 | 1.732242 | 15.902588 | 3.941141 | 2.789660 | 1.582714 | -0.497731 | 0.5458 | 0.6662 | 0.4084 | 0.000000 | 0.000000 |
| 2459847 | dish_maintenance | 100.00% | 12.89% | 0.00% | 0.00% | 100.00% | 0.00% | 6.532085 | -1.126234 | 1.613122 | 14.699536 | 7.202294 | 3.910386 | 1.638720 | -0.602987 | 0.5542 | 0.5890 | 0.4503 | 0.000000 | 0.000000 |
| 2459845 | dish_maintenance | 100.00% | 5.53% | 0.00% | 0.00% | 100.00% | 0.00% | 6.777603 | -0.647454 | 1.781283 | 21.089161 | 2.372582 | 2.000960 | 4.319044 | -0.252757 | 0.5617 | 0.6611 | 0.4297 | 0.000000 | 0.000000 |
| 2459844 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 7.977899 | 0.767338 | 55.208514 | 56.184359 | -0.305193 | 0.303931 | -0.561444 | -0.494044 | 0.0299 | 0.0289 | 0.0013 | nan | nan |
| 2459843 | dish_maintenance | 100.00% | 6.11% | 0.66% | 0.00% | 100.00% | 0.00% | 6.144188 | -1.061524 | 0.763616 | 8.954448 | 26.813420 | 1.723581 | 3.104727 | -0.726173 | 0.5916 | 0.6619 | 0.4393 | 0.000000 | 0.000000 |
| 2459842 | dish_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.538329 | -1.571269 | -0.556080 | -3.538472 | -1.057208 | -0.800307 | 0.422027 | -0.381129 | 0.6652 | 0.5866 | 0.2647 | 0.000000 | 0.000000 |
| 2459841 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 6.142884 | 0.636392 | 35.896561 | 36.259895 | 79.473887 | -1.275987 | 0.244141 | 0.297078 | 0.0293 | 0.0281 | 0.0011 | nan | nan |
| 2459840 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 69.729985 | 81.119124 | 1.212446 | 2.091473 | 126.292904 | 126.346388 | 335.283051 | 297.307135 | 0.0424 | 0.0517 | 0.0119 | nan | nan |
| 2459839 | dish_maintenance | 100.00% | - | - | - | - | - | 18.044147 | 21.234155 | 8.680826 | 9.010430 | 89.437147 | 82.086531 | 578.493022 | 605.614316 | nan | nan | nan | nan | nan |
| 2459838 | dish_maintenance | 100.00% | 34.33% | 2.45% | 0.00% | 100.00% | 0.00% | 8.730326 | -1.401812 | 0.322741 | 9.976832 | 9.992210 | 6.097704 | 0.648442 | -0.664278 | 0.4692 | 0.5337 | 0.3873 | 0.000000 | 0.000000 |
| 2459836 | dish_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0379 | 0.0343 | 0.0016 | nan | nan |
| 2459835 | dish_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.619261 | -0.065684 | 1.601227 | -0.946605 | -0.971907 | 0.719507 | 0.428223 | 2.301236 | 0.0380 | 0.0343 | 0.0016 | nan | nan |
| 2459833 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 3.241251 | 0.770180 | 14.385211 | 16.290062 | -0.280463 | 0.857737 | 0.007727 | 6.066386 | 0.0305 | 0.0294 | 0.0009 | nan | nan |
| 2459832 | dish_maintenance | 100.00% | 0.00% | 86.02% | 0.00% | 100.00% | 0.00% | 13.136093 | 1.790951 | 1.190784 | 8.122777 | 1.763219 | 0.654915 | 1.912595 | -1.304542 | 0.6439 | 0.3424 | 0.5332 | 0.000000 | 0.000000 |
| 2459831 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 2.075052 | 0.803524 | 69.392443 | 66.072483 | 0.868465 | 0.444598 | -1.568922 | -1.546035 | 0.0304 | 0.0293 | 0.0013 | nan | nan |
| 2459830 | dish_maintenance | 100.00% | 0.00% | 88.71% | 0.00% | 100.00% | 0.00% | 11.390073 | 3.367018 | 1.470715 | 11.666741 | 13.792375 | 12.466961 | 6.892788 | -1.576413 | 0.6517 | 0.3436 | 0.5317 | 0.000000 | 0.000000 |
| 2459829 | dish_maintenance | 100.00% | 20.41% | 17.72% | 0.00% | 100.00% | 0.00% | 12.015084 | 0.871071 | 0.198617 | 11.721894 | 11.887397 | 9.250214 | 8.450069 | -1.094299 | 0.5400 | 0.4984 | 0.4072 | 0.000000 | 0.000000 |
| 2459828 | dish_maintenance | 100.00% | 0.00% | 96.77% | 0.00% | 100.00% | 0.00% | 5.328772 | 4.320213 | -0.556755 | 9.065991 | 9.388607 | 11.504917 | 3.966788 | -3.375385 | 0.6657 | 0.3457 | 0.5256 | 0.000000 | 0.000000 |
| 2459827 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.654673 | 0.897616 | -0.153575 | 15.109379 | 56.204768 | 6.562718 | 6.551299 | 0.792854 | 0.0867 | 0.0868 | 0.0313 | 0.000000 | 0.000000 |
| 2459826 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.241725 | 4.014051 | 6.570808 | 12.444946 | 18.118785 | 13.980944 | 4.954816 | -1.648675 | 0.0953 | 0.0722 | 0.0371 | 0.000000 | 0.000000 |
| 2459825 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.343006 | 4.244757 | 4.283973 | 9.110174 | 9.165721 | 7.556255 | 1.618245 | -0.617443 | 0.0871 | 0.0695 | 0.0347 | 0.000000 | 0.000000 |
| 2459824 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.403583 | -1.473544 | 0.520585 | 12.399350 | 5.177096 | 1.749725 | 1.368991 | -0.518537 | 0.0811 | 0.0917 | 0.0353 | 0.000000 | 0.000000 |
| 2459823 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.229559 | 7.229390 | 5.593716 | 10.823108 | 7.252207 | 14.976074 | 10.743010 | 3.098321 | 0.0887 | 0.0770 | 0.0386 | 0.000000 | 0.000000 |
| 2459822 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.107736 | 5.856118 | 4.068322 | 11.833602 | 7.527418 | 11.189347 | 0.738870 | -1.285942 | 0.0951 | 0.0696 | 0.0391 | 0.000000 | 0.000000 |
| 2459821 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 6.569404 | 7.515213 | 5.036788 | 11.909916 | 6.747299 | 9.657402 | 1.260001 | -0.413150 | 0.0720 | 0.0581 | 0.0257 | 0.000000 | 0.000000 |
| 2459820 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.615516 | 2.350214 | 2.590402 | 13.631278 | 27.886472 | 24.632097 | 4.065736 | -1.027015 | 0.0887 | 0.0831 | 0.0354 | 0.000000 | 0.000000 |
| 2459817 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.711649 | 7.101712 | 0.308489 | 9.677383 | 9.254500 | 13.708284 | 0.604956 | -0.796410 | 0.0964 | 0.0775 | 0.0392 | 0.000000 | 0.000000 |
| 2459816 | dish_maintenance | 100.00% | 0.00% | 16.51% | 0.00% | 100.00% | 0.00% | 5.038488 | 2.973374 | 0.699965 | 12.969006 | 11.386278 | 17.344214 | 11.549492 | -0.691977 | 0.7509 | 0.4403 | 0.6067 | 0.000000 | 0.000000 |
| 2459815 | dish_maintenance | 100.00% | 0.00% | 56.45% | 0.00% | 100.00% | 0.00% | 2.708597 | 6.177977 | 2.116012 | 10.351583 | 7.361038 | 16.722130 | 7.795138 | -0.305573 | 0.6143 | 0.4031 | 0.4609 | 0.000000 | 0.000000 |
| 2459814 | dish_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | dish_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Discontinuties | 3.011445 | 2.686233 | -1.760727 | -1.154703 | -1.200862 | -0.483381 | -1.109389 | 3.011445 | -0.238477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Discontinuties | 4.216997 | -1.597836 | 3.401886 | -2.309416 | -0.473986 | -0.114174 | -1.024419 | 0.431173 | 4.216997 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Shape | 3.478048 | -0.417405 | 3.478048 | 1.330273 | 1.000421 | -0.803161 | -1.111421 | -1.103457 | -1.143686 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 9.122492 | 4.605141 | -1.240099 | -0.160496 | 9.122492 | 1.641251 | 1.937247 | 4.531357 | 0.723621 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 10.048705 | -1.646116 | 5.805289 | 10.048705 | -0.330932 | 0.051431 | -0.026653 | 0.055121 | 2.703458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 8.598372 | -1.954676 | 7.216744 | 8.598372 | -0.409341 | 1.319145 | 1.557411 | 0.672711 | 2.670471 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 11.259654 | -1.305967 | 5.230109 | 11.259654 | -0.397429 | 2.305145 | 2.314974 | 0.514983 | 5.181575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 11.263112 | 6.065415 | 1.119414 | -0.177672 | 11.263112 | 4.127869 | 4.873965 | 2.631232 | 7.170302 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Discontinuties | 13.115077 | 3.521872 | 3.074482 | 0.595359 | 12.314401 | 8.632711 | 12.515539 | 7.799323 | 13.115077 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 10.728443 | 4.755437 | -0.103502 | 0.040687 | 10.728443 | 2.948699 | 5.147411 | 3.040695 | 5.460149 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 22.403491 | 5.307317 | -1.212952 | 0.866974 | 22.403491 | 1.076733 | 0.954591 | 2.710362 | -0.066691 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 15.902588 | -0.945835 | 5.215834 | 15.902588 | 1.732242 | 2.789660 | 3.941141 | -0.497731 | 1.582714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 14.699536 | -1.126234 | 6.532085 | 14.699536 | 1.613122 | 3.910386 | 7.202294 | -0.602987 | 1.638720 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 21.089161 | -0.647454 | 6.777603 | 21.089161 | 1.781283 | 2.000960 | 2.372582 | -0.252757 | 4.319044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 56.184359 | 7.977899 | 0.767338 | 55.208514 | 56.184359 | -0.305193 | 0.303931 | -0.561444 | -0.494044 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 26.813420 | -1.061524 | 6.144188 | 8.954448 | 0.763616 | 1.723581 | 26.813420 | -0.726173 | 3.104727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Shape | 2.538329 | 2.538329 | -1.571269 | -0.556080 | -3.538472 | -1.057208 | -0.800307 | 0.422027 | -0.381129 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 79.473887 | 6.142884 | 0.636392 | 35.896561 | 36.259895 | 79.473887 | -1.275987 | 0.244141 | 0.297078 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Discontinuties | 335.283051 | 69.729985 | 81.119124 | 1.212446 | 2.091473 | 126.292904 | 126.346388 | 335.283051 | 297.307135 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Discontinuties | 605.614316 | 21.234155 | 18.044147 | 9.010430 | 8.680826 | 82.086531 | 89.437147 | 605.614316 | 578.493022 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 9.992210 | -1.401812 | 8.730326 | 9.976832 | 0.322741 | 6.097704 | 9.992210 | -0.664278 | 0.648442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Discontinuties | 2.301236 | -0.065684 | 0.619261 | -0.946605 | 1.601227 | 0.719507 | -0.971907 | 2.301236 | 0.428223 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 16.290062 | 0.770180 | 3.241251 | 16.290062 | 14.385211 | 0.857737 | -0.280463 | 6.066386 | 0.007727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Shape | 13.136093 | 13.136093 | 1.790951 | 1.190784 | 8.122777 | 1.763219 | 0.654915 | 1.912595 | -1.304542 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Power | 69.392443 | 2.075052 | 0.803524 | 69.392443 | 66.072483 | 0.868465 | 0.444598 | -1.568922 | -1.546035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 13.792375 | 11.390073 | 3.367018 | 1.470715 | 11.666741 | 13.792375 | 12.466961 | 6.892788 | -1.576413 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Shape | 12.015084 | 0.871071 | 12.015084 | 11.721894 | 0.198617 | 9.250214 | 11.887397 | -1.094299 | 8.450069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Variability | 11.504917 | 4.320213 | 5.328772 | 9.065991 | -0.556755 | 11.504917 | 9.388607 | -3.375385 | 3.966788 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 56.204768 | 9.654673 | 0.897616 | -0.153575 | 15.109379 | 56.204768 | 6.562718 | 6.551299 | 0.792854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 18.118785 | 4.014051 | 10.241725 | 12.444946 | 6.570808 | 13.980944 | 18.118785 | -1.648675 | 4.954816 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Shape | 10.343006 | 4.244757 | 10.343006 | 9.110174 | 4.283973 | 7.556255 | 9.165721 | -0.617443 | 1.618245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 12.399350 | 8.403583 | -1.473544 | 0.520585 | 12.399350 | 5.177096 | 1.749725 | 1.368991 | -0.518537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Variability | 14.976074 | 7.229390 | 3.229559 | 10.823108 | 5.593716 | 14.976074 | 7.252207 | 3.098321 | 10.743010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 11.833602 | 6.107736 | 5.856118 | 4.068322 | 11.833602 | 7.527418 | 11.189347 | 0.738870 | -1.285942 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Power | 11.909916 | 7.515213 | 6.569404 | 11.909916 | 5.036788 | 9.657402 | 6.747299 | -0.413150 | 1.260001 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | ee Temporal Variability | 27.886472 | 9.615516 | 2.350214 | 2.590402 | 13.631278 | 27.886472 | 24.632097 | 4.065736 | -1.027015 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Variability | 13.708284 | 1.711649 | 7.101712 | 0.308489 | 9.677383 | 9.254500 | 13.708284 | 0.604956 | -0.796410 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Variability | 17.344214 | 2.973374 | 5.038488 | 12.969006 | 0.699965 | 17.344214 | 11.386278 | -0.691977 | 11.549492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Temporal Variability | 16.722130 | 6.177977 | 2.708597 | 10.351583 | 2.116012 | 16.722130 | 7.361038 | -0.305573 | 7.795138 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329 | N12 | dish_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |